StackBytes
My notebook on LLM systems

Written by Nancy Bethala-Frounjian - systems engineer

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How AMD MI300X Hardware Shapes Inference Optimization

Oct 6, 2026

How AMD MI300X Hardware Shapes Inference Optimization

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Three Levels of Inference Profiling on the AMD MI300X

Oct 2, 2026

Three Levels of Inference Profiling on the AMD MI300X

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DeepSeek on vLLM V1: The Bottleneck Moved from KV Cache to Burst Admission

Jun 7, 2026

DeepSeek on vLLM V1: The Bottleneck Moved from KV Cache to Burst Admission

A systems-level look at MoE + MLA serving and low KV-cache pressure

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© 2026 Nancy Bethala-Frounjian.
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